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ResearchFormerly WizWand

Image-level Anomaly Detection on Real-IAD

89AUROCUniADet
66.1272.067883.94Jan 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.018986.7
UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.0188.786.8
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.0187.285
UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.0186.985.3
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.0183.682
AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.0182.981.5
UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.0182.580.9
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.0182.580.3
AdaptCLIPReference Image=Not Used, Shots=02026.0181.880.4
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.0181.279.3
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.0178.676.7
InCtrlLanguage-free=false, Few-shot=2-shot2026.0178.571.7
AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.0178.376.9
AnomalyCLIP+Reference Image=Not Used, Shots=02026.0178.276.7
InCtrlReference Image=Not Used, Shots=02026.0176.669.9
WinCLIP+Language-free=false, Few-shot=2-shot2026.0176.172.7
WinCLIP+Reference Image=Not Used, Shots=02026.0174.771.2
AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0174.270.8
AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0173.370.2
Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.017065.8
AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0169.564.3
WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.016762.9